Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "201" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 84 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 82 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459901 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.266226 | 7.169549 | 4.389819 | 3.650966 | 5.666583 | 4.732302 | -4.131628 | -3.417169 | 0.6276 | 0.6449 | 0.3912 | nan | nan |
| 2459900 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.399202 | 6.748059 | 4.384336 | 3.603529 | 7.225993 | 5.140970 | -3.914820 | -3.406343 | 0.5697 | 0.5864 | 0.3283 | nan | nan |
| 2459898 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.723752 | 5.582671 | 4.554203 | 3.779499 | 6.474915 | 6.368458 | -4.766769 | -4.285750 | 0.6278 | 0.6455 | 0.3862 | nan | nan |
| 2459897 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.640369 | 5.508258 | 4.949382 | 3.961468 | 7.676295 | 6.821347 | -4.898246 | -4.315333 | 0.6282 | 0.6428 | 0.3915 | nan | nan |
| 2459896 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.541189 | 5.542872 | 4.639439 | 3.865891 | 8.067413 | 7.472510 | -3.408316 | -3.171859 | 0.6265 | 0.6438 | 0.3906 | nan | nan |
| 2459895 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.493739 | 5.531031 | 6.430571 | 5.839188 | 8.558008 | 7.988881 | 5.547058 | 4.691948 | 0.6950 | 0.6941 | 0.3068 | nan | nan |
| 2459894 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.733474 | 6.395410 | 4.712117 | 3.819026 | 7.825260 | 7.080190 | -4.024316 | -3.698632 | 0.6370 | 0.6433 | 0.3799 | nan | nan |
| 2459893 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.764820 | 6.310513 | 4.433544 | 3.572267 | 6.551026 | 6.333852 | -4.948028 | -4.674329 | 0.6390 | 0.6497 | 0.3787 | nan | nan |
| 2459892 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.441764 | 6.283555 | 5.166990 | 4.318346 | 5.353238 | 4.863967 | -4.510558 | -4.215141 | 0.6341 | 0.6502 | 0.3817 | nan | nan |
| 2459891 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.919503 | 5.553452 | 5.608758 | 4.586201 | 6.783428 | 7.105563 | -4.171952 | -3.639503 | 0.6331 | 0.6458 | 0.3835 | nan | nan |
| 2459890 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.064190 | 5.874858 | 6.904740 | 6.113040 | 6.479803 | 6.173964 | -2.885781 | -2.844247 | 0.6370 | 0.6470 | 0.3836 | nan | nan |
| 2459889 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.857708 | 6.340785 | 5.544466 | 4.512548 | 8.816282 | 8.757974 | -5.585842 | -5.000890 | 0.6420 | 0.6474 | 0.3804 | nan | nan |
| 2459888 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.386611 | 5.168333 | 6.156215 | 5.377676 | 7.707094 | 8.221424 | 0.425819 | 0.052169 | 0.6508 | 0.6601 | 0.3782 | nan | nan |
| 2459887 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.446021 | 5.398330 | 5.118830 | 4.598546 | 5.540742 | 6.996243 | -1.905057 | -2.831546 | 0.6414 | 0.6482 | 0.3823 | nan | nan |
| 2459886 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.620237 | 6.163574 | 4.842289 | 4.489575 | 5.458551 | 6.485096 | 1.984026 | 1.442924 | 0.7096 | 0.7043 | 0.3423 | nan | nan |
| 2459885 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 11.296365 | 9.994208 | 53.045795 | 50.710908 | 12.203712 | 15.524985 | 14.834652 | 9.156740 | 0.6729 | 0.6770 | 0.3622 | nan | nan |
| 2459884 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.505500 | 5.293005 | 6.047828 | 5.319238 | 6.379710 | 6.931754 | -3.849524 | -3.579294 | 0.6500 | 0.6507 | 0.3807 | nan | nan |
| 2459883 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.409801 | 8.293980 | 46.309408 | 44.502343 | 6.703122 | 8.687740 | -7.436733 | -6.509559 | 0.6424 | 0.6532 | 0.3762 | nan | nan |
| 2459882 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.106973 | 13.476583 | 55.088189 | 52.355465 | 9.486003 | 12.030216 | -3.511125 | -3.054884 | 0.6442 | 0.6493 | 0.3785 | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.724012 | 8.669586 | 61.581406 | 58.999308 | 18.784424 | 23.961844 | -5.584774 | 2.721035 | 0.6936 | 0.7096 | 0.3203 | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.630299 | 9.463646 | 49.456092 | 47.726960 | 5.774835 | 7.395466 | -4.175964 | -4.039477 | 0.6424 | 0.6551 | 0.3833 | nan | nan |
| 2459879 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.868315 | 3.985509 | 3.090925 | 2.448022 | 0.501423 | 0.445905 | -4.889641 | -4.631385 | 0.6302 | 0.6519 | 0.3984 | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.860903 | 9.201149 | 60.081765 | 58.138655 | 9.848100 | 12.904376 | -8.745979 | -8.274826 | 0.6392 | 0.6609 | 0.3885 | nan | nan |
| 2459876 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.765384 | 8.903317 | 42.906370 | 40.469357 | 25.964532 | 36.004697 | -7.458093 | -7.264525 | 0.6629 | 0.6484 | 0.3816 | nan | nan |
| 2459875 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.945903 | 9.308024 | 58.051625 | 55.365358 | 11.768052 | 16.831211 | -1.840758 | 3.477164 | 0.6646 | 0.6659 | 0.3876 | nan | nan |
| 2459874 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.325938 | 13.168848 | 30.011967 | 28.353746 | 15.870674 | 22.657202 | -5.861520 | -5.776645 | 0.6622 | 0.6457 | 0.3763 | nan | nan |
| 2459873 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 11.433584 | 9.642905 | 40.790935 | 38.563456 | 6.287778 | 8.880893 | -3.880057 | -3.382527 | 0.6633 | 0.6394 | 0.3781 | nan | nan |
| 2459872 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.012614 | 8.648305 | 53.864256 | 50.974694 | 17.413068 | 25.110381 | -4.692485 | -4.276643 | 0.6606 | 0.6409 | 0.3889 | nan | nan |
| 2459871 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.232799 | 6.975143 | 54.545417 | 52.140825 | 15.652268 | 21.268787 | -3.228018 | -3.248317 | 0.6681 | 0.6454 | 0.3810 | nan | nan |
| 2459870 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 13.363351 | 11.708652 | 39.665155 | 37.848226 | 9.621465 | 15.375908 | -6.148938 | -6.014018 | 0.6703 | 0.6499 | 0.3792 | nan | nan |
| 2459869 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459868 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 12.251745 | 10.681634 | 61.885678 | 59.409422 | 9.521362 | 14.078982 | -7.202218 | -6.967270 | 0.6592 | 0.6417 | 0.3949 | nan | nan |
| 2459867 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.002891 | 7.580016 | 49.280035 | 46.916400 | 5.214434 | 8.245132 | -4.915024 | -4.957140 | 0.6715 | 0.6486 | 0.3942 | nan | nan |
| 2459866 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.689942 | 8.323878 | 45.520232 | 43.165272 | 5.756438 | 9.316385 | -3.201428 | -3.310082 | 0.6716 | 0.6499 | 0.3884 | nan | nan |
| 2459865 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.817329 | 8.486971 | 60.853040 | 57.543081 | 13.710244 | 19.063642 | 12.291626 | 9.488666 | 0.6807 | 0.6592 | 0.3812 | nan | nan |
| 2459864 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 12.788229 | 10.781446 | 28.370877 | 26.466307 | 7.160682 | 11.071853 | -7.519402 | -5.984707 | 0.6688 | 0.6438 | 0.4099 | nan | nan |
| 2459863 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.861021 | 6.402988 | 5.423745 | 4.643221 | 2.522565 | 3.558773 | -4.285427 | -3.872284 | 0.6675 | 0.6389 | 0.3988 | nan | nan |
| 2459862 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.752186 | 8.259029 | 34.058585 | 31.636295 | 10.554856 | 15.436247 | -3.319956 | -3.181353 | 0.6407 | 0.6562 | 0.4234 | nan | nan |
| 2459861 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.712148 | 4.469040 | 3.986472 | 3.066852 | 1.835647 | 1.641846 | -4.589196 | -4.240326 | 0.6791 | 0.6414 | 0.4130 | nan | nan |
| 2459860 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.126407 | 5.975498 | 25.682482 | 23.977077 | 12.847704 | 17.959270 | -3.419047 | -3.588112 | 0.6855 | 0.6438 | 0.4066 | nan | nan |
| 2459859 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.221312 | 3.870459 | 4.015626 | 3.098827 | 1.631938 | 1.415968 | -3.193597 | -3.078560 | 0.6900 | 0.6511 | 0.4019 | nan | nan |
| 2459858 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.514894 | 4.291659 | 3.817539 | 2.965539 | 1.539278 | 1.364325 | -4.795942 | -4.463510 | 0.6997 | 0.6538 | 0.4162 | 3.794894 | 3.005652 |
| 2459857 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.398585 | 19.463126 | 23.036217 | 22.898731 | 13.039647 | 30.334513 | -11.586440 | -9.157515 | 0.6972 | 0.6679 | 0.3940 | nan | nan |
| 2459856 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.338850 | 7.662063 | 23.404121 | 21.940339 | 5.663989 | 10.241914 | -4.915240 | -4.679412 | 0.6882 | 0.6666 | 0.3966 | 2.854223 | 2.608168 |
| 2459855 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.534206 | 10.352155 | 26.632797 | 25.185957 | 2.170257 | 3.371772 | -3.240362 | -3.083511 | 0.6752 | 0.6919 | 0.4282 | 2.747502 | 2.558359 |
| 2459854 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.733268 | 11.112986 | 21.974655 | 20.938376 | 3.093053 | 3.070272 | -3.258165 | -2.869146 | 0.6907 | 0.7204 | 0.4395 | 2.855186 | 2.453659 |
| 2459853 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.165279 | 6.850294 | 27.873535 | 26.098065 | 6.051594 | 9.199484 | -5.618139 | -5.323790 | 0.7152 | 0.6569 | 0.4253 | 3.197629 | 2.834052 |
| 2459852 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.212631 | 9.162485 | 28.274228 | 26.088883 | 14.488049 | 17.083054 | 16.190289 | 15.585111 | 0.7692 | 0.7701 | 0.3109 | 5.375008 | 5.023046 |
| 2459851 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459850 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.781194 | 7.104624 | 26.381320 | 24.371677 | 8.844012 | 16.896217 | -1.907981 | 8.678789 | 0.7191 | 0.7290 | 0.3520 | 3.053344 | 2.773163 |
| 2459849 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.190173 | 9.020607 | 51.111985 | 48.194950 | 5.993022 | 10.576120 | -5.035267 | -3.173109 | 0.7145 | 0.7178 | 0.3587 | 3.474026 | 3.091271 |
| 2459848 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.913717 | 9.005501 | 37.110401 | 34.562030 | 12.041668 | 17.593468 | -4.371703 | -3.693312 | 0.6933 | 0.7242 | 0.3793 | 2.975226 | 2.894926 |
| 2459847 | RF_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.434266 | 8.134419 | 35.462341 | 32.731173 | 18.597362 | 22.318819 | -3.633063 | -3.365522 | 0.7001 | 0.6505 | 0.4358 | 4.353824 | 3.677229 |
| 2459841 | RF_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 8.266226 | 8.266226 | 7.169549 | 4.389819 | 3.650966 | 5.666583 | 4.732302 | -4.131628 | -3.417169 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 8.399202 | 8.399202 | 6.748059 | 4.384336 | 3.603529 | 7.225993 | 5.140970 | -3.914820 | -3.406343 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 6.723752 | 5.582671 | 6.723752 | 3.779499 | 4.554203 | 6.368458 | 6.474915 | -4.285750 | -4.766769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Temporal Variability | 7.676295 | 5.508258 | 6.640369 | 3.961468 | 4.949382 | 6.821347 | 7.676295 | -4.315333 | -4.898246 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Temporal Variability | 8.067413 | 5.542872 | 6.541189 | 3.865891 | 4.639439 | 7.472510 | 8.067413 | -3.171859 | -3.408316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Temporal Variability | 8.558008 | 6.493739 | 5.531031 | 6.430571 | 5.839188 | 8.558008 | 7.988881 | 5.547058 | 4.691948 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Temporal Variability | 7.825260 | 6.395410 | 7.733474 | 3.819026 | 4.712117 | 7.080190 | 7.825260 | -3.698632 | -4.024316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 7.764820 | 7.764820 | 6.310513 | 4.433544 | 3.572267 | 6.551026 | 6.333852 | -4.948028 | -4.674329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 7.441764 | 6.283555 | 7.441764 | 4.318346 | 5.166990 | 4.863967 | 5.353238 | -4.215141 | -4.510558 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | nn Temporal Variability | 7.105563 | 6.919503 | 5.553452 | 5.608758 | 4.586201 | 6.783428 | 7.105563 | -4.171952 | -3.639503 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 7.064190 | 5.874858 | 7.064190 | 6.113040 | 6.904740 | 6.173964 | 6.479803 | -2.844247 | -2.885781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Temporal Variability | 8.816282 | 7.857708 | 6.340785 | 5.544466 | 4.512548 | 8.816282 | 8.757974 | -5.585842 | -5.000890 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | nn Temporal Variability | 8.221424 | 5.168333 | 6.386611 | 5.377676 | 6.156215 | 8.221424 | 7.707094 | 0.052169 | 0.425819 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | nn Temporal Variability | 6.996243 | 5.398330 | 6.446021 | 4.598546 | 5.118830 | 6.996243 | 5.540742 | -2.831546 | -1.905057 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 6.620237 | 6.620237 | 6.163574 | 4.842289 | 4.489575 | 5.458551 | 6.485096 | 1.984026 | 1.442924 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 53.045795 | 9.994208 | 11.296365 | 50.710908 | 53.045795 | 15.524985 | 12.203712 | 9.156740 | 14.834652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | nn Temporal Variability | 6.931754 | 5.293005 | 6.505500 | 5.319238 | 6.047828 | 6.931754 | 6.379710 | -3.579294 | -3.849524 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 46.309408 | 8.293980 | 9.409801 | 44.502343 | 46.309408 | 8.687740 | 6.703122 | -6.509559 | -7.436733 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 55.088189 | 13.476583 | 15.106973 | 52.355465 | 55.088189 | 12.030216 | 9.486003 | -3.054884 | -3.511125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 61.581406 | 8.669586 | 9.724012 | 58.999308 | 61.581406 | 23.961844 | 18.784424 | 2.721035 | -5.584774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 49.456092 | 9.463646 | 10.630299 | 47.726960 | 49.456092 | 7.395466 | 5.774835 | -4.039477 | -4.175964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Shape | 4.868315 | 3.985509 | 4.868315 | 2.448022 | 3.090925 | 0.445905 | 0.501423 | -4.631385 | -4.889641 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 60.081765 | 9.201149 | 9.860903 | 58.138655 | 60.081765 | 12.904376 | 9.848100 | -8.274826 | -8.745979 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 42.906370 | 9.765384 | 8.903317 | 42.906370 | 40.469357 | 25.964532 | 36.004697 | -7.458093 | -7.264525 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_maintenance | ee Power | 58.051625 | 10.945903 | 9.308024 | 58.051625 | 55.365358 | 11.768052 | 16.831211 | -1.840758 | 3.477164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 30.011967 | 15.325938 | 13.168848 | 30.011967 | 28.353746 | 15.870674 | 22.657202 | -5.861520 | -5.776645 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 40.790935 | 11.433584 | 9.642905 | 40.790935 | 38.563456 | 6.287778 | 8.880893 | -3.880057 | -3.382527 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 53.864256 | 8.648305 | 10.012614 | 50.974694 | 53.864256 | 25.110381 | 17.413068 | -4.276643 | -4.692485 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 54.545417 | 6.975143 | 8.232799 | 52.140825 | 54.545417 | 21.268787 | 15.652268 | -3.248317 | -3.228018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 39.665155 | 13.363351 | 11.708652 | 39.665155 | 37.848226 | 9.621465 | 15.375908 | -6.148938 | -6.014018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 61.885678 | 12.251745 | 10.681634 | 61.885678 | 59.409422 | 9.521362 | 14.078982 | -7.202218 | -6.967270 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 49.280035 | 9.002891 | 7.580016 | 49.280035 | 46.916400 | 5.214434 | 8.245132 | -4.915024 | -4.957140 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 45.520232 | 8.323878 | 9.689942 | 43.165272 | 45.520232 | 9.316385 | 5.756438 | -3.310082 | -3.201428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 60.853040 | 9.817329 | 8.486971 | 60.853040 | 57.543081 | 13.710244 | 19.063642 | 12.291626 | 9.488666 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 28.370877 | 10.781446 | 12.788229 | 26.466307 | 28.370877 | 11.071853 | 7.160682 | -5.984707 | -7.519402 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | 7.861021 | 7.861021 | 6.402988 | 5.423745 | 4.643221 | 2.522565 | 3.558773 | -4.285427 | -3.872284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 34.058585 | 9.752186 | 8.259029 | 34.058585 | 31.636295 | 10.554856 | 15.436247 | -3.319956 | -3.181353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | 5.712148 | 4.469040 | 5.712148 | 3.066852 | 3.986472 | 1.641846 | 1.835647 | -4.240326 | -4.589196 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 25.682482 | 7.126407 | 5.975498 | 25.682482 | 23.977077 | 12.847704 | 17.959270 | -3.419047 | -3.588112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | 5.221312 | 5.221312 | 3.870459 | 4.015626 | 3.098827 | 1.631938 | 1.415968 | -3.193597 | -3.078560 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | 5.514894 | 4.291659 | 5.514894 | 2.965539 | 3.817539 | 1.364325 | 1.539278 | -4.463510 | -4.795942 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | nn Temporal Variability | 30.334513 | 19.463126 | 18.398585 | 22.898731 | 23.036217 | 30.334513 | 13.039647 | -9.157515 | -11.586440 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 23.404121 | 9.338850 | 7.662063 | 23.404121 | 21.940339 | 5.663989 | 10.241914 | -4.915240 | -4.679412 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 26.632797 | 10.352155 | 11.534206 | 25.185957 | 26.632797 | 3.371772 | 2.170257 | -3.083511 | -3.240362 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 21.974655 | 11.112986 | 11.733268 | 20.938376 | 21.974655 | 3.070272 | 3.093053 | -2.869146 | -3.258165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 27.873535 | 6.850294 | 8.165279 | 26.098065 | 27.873535 | 9.199484 | 6.051594 | -5.323790 | -5.618139 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 28.274228 | 9.212631 | 9.162485 | 28.274228 | 26.088883 | 14.488049 | 17.083054 | 16.190289 | 15.585111 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 26.381320 | 8.781194 | 7.104624 | 26.381320 | 24.371677 | 8.844012 | 16.896217 | -1.907981 | 8.678789 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 51.111985 | 10.190173 | 9.020607 | 51.111985 | 48.194950 | 5.993022 | 10.576120 | -5.035267 | -3.173109 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 37.110401 | 9.005501 | 9.913717 | 34.562030 | 37.110401 | 17.593468 | 12.041668 | -3.693312 | -4.371703 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Power | 35.462341 | 8.134419 | 9.434266 | 32.731173 | 35.462341 | 22.318819 | 18.597362 | -3.365522 | -3.633063 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201 | N18 | RF_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |